We investigate the correspondence between unimodular diffusion cosmology and interacting dark sector models at the background and linear perturbation levels. In the diffusion framework, the effective cosmological constant becomes time dependent, , sourced by a diffusion current. We show that at the background level this framework can be mapped onto interacting dark energy models with and energy transfer . Using two common parameterizations, and , and data from supernovae, DESI BAO, cosmic chronometers, and CMB distance priors, we find for the vacuum-coupled case, while the matter-coupled case gives a best-fit with comparable goodness of fit. At the level of linear perturbations, however, the diffusion framework is consistent only with interacting vacuum models having homogeneous energy transfer ( with ), thereby breaking the degeneracy with more general interacting dark energy scenarios. Including redshift-space distortion data, we obtain , consistent with CDM () at . The inferred clustering amplitude is for the diffusion model, compared to for CDM under the same dataset, indicating a modest but non-negligible impact on structure growth.

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